Generative AI for Everyone | Building AI Applications

Name: Generative AI for Everyone | Building AI Applications
Rating: 4.2 (8 reviews)

Master Generative AI: Core Concepts, RAG vs Fine-Tuning, and Building Real-World AI Applications

Created byMuhammad Uzair Adamjee

Last updated 11/2024

English

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What you'll learn

Understand the basics of AI and dive deep into the revolutionary
Detailed Understanding of Generative AI
Key concepts like AI Agents, Fine-Tuning, Retrieval-Augmented Generation (RAG), Prompt Engineering, and Multimodality.
Explore real-world applications and learn how Generative AI is transforming industries like healthcare, marketing, and customer support.
Stay ahead with insights into future trends and a clear roadmap for advancing your AI knowledge beyond this course.

Course content

5 sections • 14 lectures • 46m total length

Introduction0:57
Discover the basics of generative ai, including ai agents, multimodality, fine tuning, and rag and prompt engineering. Learn to build simple ai applications with Python.

Core Concepts1:51
Discover five core concepts shaping generative AI, including AI agents, fine-tuning, retrieval augmented generation, multi-modality, and engineering as the art of giving AI the right instruction.
AI Agents1:23
Discover ai agents as smart programs that decide, plan, and act to complete tasks, with examples from virtual assistants, self-driving cars, and chatbots.
Multimodality0:48
Explore multimodality, where ai processes text, images, and sounds together; describe a picture and generate an accurate image, then combine multiple inputs to deliver richer, more accurate responses.
Prompt Engineering1:19
Craft precise prompts to guide AI outputs, providing clear instruction, context, and experimentation. Like asking to explain photosynthesis to a ten-year-old, the right prompt yields simpler, more relatable results.
RAG & Finetuning7:08
Explore fine tuning and retrieval augmented generation to tailor AI models with specialized data and real-time information retrieval for accurate, industry-specific answers.

Application 1: AI Translator (Part 1)4:16
Build an AI translator app that transcribes audio to text with Whisper and translates the transcription into English, using OpenAI API keys and environment variables.
Application 1: AI Translator (Part 2)2:09
Import libraries, set up the API key, transcribe audio with whisper, translate with openai completion.create using gpt-4 mini, and print the English result from Urdu.
Application 1: AI Translator (Part 3)2:35
Build a Streamlit UI for an AI translator app, define input fields, upload an mp3, and translate the transcription using OpenAI's completion API with a selectable language.
Application 2: ATS Resume (Part 1)5:04
Build an ATS-ready resume analyzer with Google generative AI, converting PDFs to images, encoding with base64, handling the API key, and comparing resumes to job descriptions to highlight keyword gaps.
Application 2: ATS Resume (Part 2)2:50
learn to build an ats resume evaluation tool with a Gemini ai model that scores alignment to a job description, reports missing keywords, and provides feedback for data science roles.
Application 2: ATS Resume (Part 3)1:52
Build a Streamlit interface in Python to input an API key, job description, and resume PDF, then call a prompt-driven function to evaluate resume and reveal missing keywords like location.

Requirements

A desire to learn.
Interest in AI and Technology
Understanding of Programming (Optional)

Description

Welcome to Generative AI for Everyone, the ultimate course designed for anyone eager to explore the fascinating world of Generative AI (GenAI) and unleash its transformative power. This hands-on course offers a perfect blend of fundamental concepts, practical techniques, and real-world applications, making it ideal for aspiring AI enthusiasts, tech professionals, and curious learners. Whether you’re new to AI or expanding your skills, this course will empower you to master Generative AI concepts and apply them in innovative ways.

Why Learning Generative AI is Important:

Career Growth: Generative AI is revolutionizing industries, creating demand for professionals with AI expertise. Master these skills to unlock new career opportunities in tech, business, marketing, and beyond.
Real-World Impact: Learn to create practical applications, from chatbots to creative tools, and contribute to solving real-world challenges using Generative AI.
Stay Relevant: With AI driving global innovation, understanding Generative AI ensures you stay ahead of the curve and ready to leverage the latest advancements.
Innovative Problem-Solving: Generative AI provides unique approaches to complex challenges, enabling you to think creatively and enhance both personal and professional outcomes.

Why Choose This Course?

Beginner-Friendly Approach: Whether you’re a complete beginner or looking to expand your AI knowledge, this course simplifies complex topics for easy understanding.
Core Concepts Explained: Master AI Agents, Fine-Tuning, RAG (Retrieval-Augmented Generation), Prompt Engineering, and Multimodality.
Build Real-World Projects: Work on exciting applications like:
1. AI Translator – Translate spoken or written content between languages.
2. Resume ATS App – Optimize resumes to align with job descriptions and stand out in applicant tracking systems.
Industry-Relevant Content: Discover how Generative AI is transforming industries, with practical insights and use cases.
Instructor Support: Get expert guidance and access to lifetime query support to ensure all your doubts are resolved.
Hands-On Learning: Go beyond theory with practical exercises that help you build AI applications and apply concepts in real-world scenarios.

By the end of this course, you’ll have the skills and confidence to create meaningful Generative AI solutions, drive innovation, and stay ahead in a tech-driven world. Join us and embark on this exciting journey to master Generative AI!

Who this course is for:

Anyone curious about Generative AI
Aspiring AI Enthusiasts and Beginners
Tech Professionals
Business Leaders and Entrepreneurs
Creative Thinkers and Problem Solvers
Students and Career Changers
Data Scientists/Data Engineers

Generative AI for Everyone | Building AI Applications

What you'll learn

Explore related topics

Course content

Welcome1 lecture • 1min

Introduction1 lecture • 13min

Generative AI Concepts5 lectures • 12min

Building AI Applications6 lectures • 19min

Conclusion1 lecture • 1min

Requirements

Description

Who this course is for: